DocumentCode
294755
Title
A method for realization of an ARMAX lattice filter
Author
Haseyama, Miki ; Aketa, Yoshihiro ; Kitajima, Hideo
Author_Institution
Fac. of Eng., Hokkaido Univ., Sapporo, Japan
Volume
3
fYear
1995
fDate
9-12 May 1995
Firstpage
1705
Abstract
This paper proposes a method for realization of an ARMAS lattice filter. The ARMAX (autoregressive moving average model with exogenous variable) model identification is significant because the ARMAX model is a standard tool in the control field, and it can be performed by the proposed algorithm. One of the recursive least-square methods for the ARMAX model identification is the ELS (extended least squares). Applied to the ARMAX model identification, the ELS uses o(N2) multiplications, where NΔ=AR order+MA order+X order. When the proposed realization method of the ARMAX lattice filter is used, o(M) multiplications are needed for the ARMAX model identification, where MΔ=max{AR, order, MA order, X order}
Keywords
autoregressive moving average processes; filtering theory; lattice filters; least squares approximations; recursive estimation; ARMAX lattice filter; ARMAX model; ARMAX model identification; extended least squares; multiplications; recursive least-square methods; Adaptive filters; Autoregressive processes; Lattices; Least squares methods; Linear systems; Parameter estimation; Signal processing; Signal processing algorithms; White noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location
Detroit, MI
ISSN
1520-6149
Print_ISBN
0-7803-2431-5
Type
conf
DOI
10.1109/ICASSP.1995.479934
Filename
479934
Link To Document